Ivan Martinović

Old Royal Capital Cetinje, Montenegro 🇲🇪

Ivan Martinović

PhD in Biomedical engineering

🏡 About me

I am Ivan Martinović, a researcher working at the intersection of artificial intelligence and medicine, based between Montenegro, United States, Canada, and Denmark. I hold a PhD in Biomedical Engineering, where my research focused on AI-based automatic analysis of fluoroscopic X-rays. This work was conducted in collaboration with the University of Toronto and the University of Pittsburgh under the supervision of Prof. Ervin Sejdić .

In parallel with my research, I co-founded epiSTEMe Hub , an organization dedicated to advancing scientific research in Montenegro and promoting science and STEM education. Among my key achievements is Cetinje Smart City , a concept I developed that became Montenegro's first smart city initiative and received support from the International Telecommunication Union ( ITU ).

📄 Publications

Journals, conferences, a monograph, a lexicon, and handbooks — listed in reverse chronological order.

monograph

Development and Applications of Radiology in Montenegro: From the First Steps to Modern Achievements

Martinović I., Nikolić G. — Montenegrin Academy of Sciences and Arts, 2026 · In press

lexicon

The Montenegrin Health Lexicon — entries: Digitalization of Montenegrin Healthcare; Application of Artificial Intelligence in Montenegrin Healthcare

Nikolić G. (ed.); Martinović I. (entries author) — Montenegrin Health Lexicon

journal

Leveraging Ensemble on Self-Supervised Techniques to Enhance Model Performance: A Regime Analysis

Martinović I., Dousty M., Li W., Đukanović M., Coyle L. J., Sejdić E. — Journal of Imaging Informatics in Medicine, 2025

journal

X-ray Modalities and Self-Supervised Learning: Tackling Small Sample Sizes and Uncurated Datasets

Martinović I., Shitong M., Dousty M., Li W., Đukanović M., Colak E., Sejdić E. — FACETS, 2025

journal

One Possible Path Towards a More Robust Task of Traffic Sign Classification in Autonomous Vehicles Using Autoencoders

Martinović I., Sanguino T., Jovanović J., Jovanović M., Djukanović M. — Electronics (MDPI), 2025

journal

Uncovering the Probiotic Supplement Landscape: Market Offerings, Sales Patterns, and Future Forecasts Using ML Approach — A Case Study of Montenegro

Martinović A., Martinović I., Mora D., Arioli S. — Probiotics and Antimicrobial Proteins (Springer Nature), 2024

journal

A Machine Learning Approach for Time Series Forecasting with Application to Debt Risk of the Montenegrin Electricity Industry

Đukanović M., Kašćelan Lj., Vuković Rogić S., Martinović I., Ćalasan M. — Energy Reports, 2023

journal

Representation of the Negative Resistance Realized with Negative Impedance Converter

Martinović I. — Tehnika, 2019

conference

How Consumers Evaluate Novel Food Innovations: A Cross-Cultural Machine-Learning Analysis of Precision-Fermented Milk

Banovic M., Martinovic I., Asioli D., Sogari G. — International Food Marketing Research Symposium (IFMRS), 2026

conference

Automated Swallowing Analysis Using a Self-Supervised Learning Approach

Martinović I., Dousty M., Li W., Đukanović M., Coyle L. J., Sejdić E. — AI4Health Summer School (poster), 2025

conference

Impact of Artificial Intelligence on Medical Practice: Current State, Challenges, and Perspectives

Martinović I. — Conference Days of Electrical Engineers, 2024

conference

A Machine Learning Approach for Time Series Forecasting with Application to Debt Risk of the Montenegrin Electricity Industry

Đukanović M., Kašćelan Lj., Vuković S., Martinović I., Ćalasan M. — Tmrees23, France, 2023

conference

Implementation of a Modern Road Traffic Light Using ESP8266 Wi-Fi Microchip

Martinović I., Mijanović Z., Dragović-Ivanović R. — Conference Days of Electrical Engineers, 2022

conference

Implementation System for Quality Control

Martinović I., Mijanović Z., Dragović-Ivanović R. — Conference Days of Electrical Engineers, 2020

conference

Implementation of a Digital Combination Lock

Martinović I. — Conference Days of Electrical Engineers, 2019

conference

Application of Arduino in Industry

Martinović I., Mijanović Z., Dragović-Ivanović R. — Conference Days of Electrical Engineers, 2018

conference

Biomedical Signals Reconstruction Under the Compressive Sensing Approach

Martinović I., Mandić V. — 7th Mediterranean Conference on Embedded Computing (MECO), 2018

handbook

Guide to micro:bit Equipment

Martinović I., Janković I. — British Council, 2022

handbook

Artificial Intelligence — Two Sides of the Same Coin

Martinović I. — EU Project, Media Institute Montenegro, 2025

🏆 Honors & Awards

🏆 WSIS Prize 2026 Champion

International Telecommunication Union (ITU) · 2026

Awarded for the project "Youth 4Smart Cetinje," conducted through epiSTEMe Hub, in category C7: ICT Applications — E-Environment

🏆 Member of the Winning Team

NALED-Philip Morris International (PMI) · 2026

Co-Creation Workshop on Emerging Challenges in Bioelectronics and Neurotechnology - Empower Innovation project

🏆 Best Scientific Paper in Artificial Intelligence (2023/24 & 2024/25)

MAIA — Montenegrin AI Association · 2025

Award committee included researchers affiliated with leading global universities and companies such as Meta and DeepMind

🏆 WSIS Prize 2024 Champion

International Telecommunication Union (ITU) · 2024

Awarded for the project "Air Quality Monitoring System," conducted with support of the US Embassy in Montenegro, in category C7: ICT Applications — E-Environment

🏆 Special Recognition for Contributions to Scientific Literacy

Ministry of Education, Science and Innovation, Montenegro · 2024

Award for scientific achievements in 2024

🏆 13th November Old Royal Capital Cetinje Award

City of Cetinje · 2023

Awarded for extraordinary success during studies

🏆 2nd Place — "I Have an Idea for Smart City Kotor"

Kotor Smart City Competition · 2022

🏆 PhD Scholarship

Ministry of Science, Montenegro · 2020

🏆 National "Luča" Award

Ministry of Education, Montenegro · 2014

Awarded to the best students in high schools nationally

🎓 Advising

Teaching, reviewing, and contributing to public policy at the intersection of science, technology, and society.

📚 Lecturing

The Face of Technology

Lecturer · American Corner

Designed and delivered a course exploring the role of critical thinking in the age of AI, highlighting both the opportunities and risks of artificial intelligence.

2025-2026

Smart Projects For Smart City

Lecturer · American Corner

Introduction to IoT and AI technologies.

2026

Cetinje Smart City

Lecturer · epiSTEMe Hub

Delivering an introduction to IoT and AI technologies in a living lab environment.

2025-2026

Electronics Fundamentals

Laboratory Teaching Assistant · University of Montenegro - Faculty of Electrical Engineering

Introducing electronics fundamentals through hands-on sessions.

2018

Electronics and Computer Science

Lecturer · Montenegrin Science Promotion Foundation PRONA

Advanced course for Montenegro's top-performing high school students.

2017–Present

👨‍🎓 Supervising

Montenegro National Robotics Team 🇲🇪

undergraduate · Robotics Olympiad

First Global Challenge-Montenegro Robotics

Leading the Montenegro National Team at the World Robot Olympiad in Athens (Greece).

2024

Montenegro Makers 🇲🇪

undergraduate · Robotics

Mentor and member of the team that established the first national robotics leagaue in Montenegro.

2020-Present

Montenegrin Science Promotion Foundation PRONA

undergraduate · Electronics and Computer Science

Supervising top-performing high school students in the areas of electronics and computer science.

2017-Present

American corner 🇲🇪🇺🇸

undergraduate · Electronics and Computer Science

Teaching and supervising undergraduate students in STEM fields.

2017-Present

🔍 Reviewer Duties

journal

The Visual Computer

Springer Nature · Since 2026

journal

Scientific Reports

Springer Nature · Since 2025

journal

Cognitive Computation

Springer Nature · Since 2025

journal

Journal of Computer Virology and Hacking Techniques

Springer Nature · Since 2025

conference

Mediterranean Conference on Embedded Computing (MECO)

IEEE · Since 2022

🏛️ Public Policy

Artificial Intelligence

Government of Montenegro - Human Resources Administration 🇲🇪

Creator of the first Artificial Intelligence training program for civil servants and public employees.

2024-Present

Creator and developer of the EduTech Labs Program

Government of Montenegro - Ministry of science 🇲🇪

Created and developed a comprehensive STEM education program for newly established school laboratories, including curriculum and hands-on activities in robotics, programming, electronics, and emerging technologies.

2024-2025

Consultant to the 21st Century Schools Program

British Council 🇲🇪 🇬🇧

Initiating and supporting the setup and fully activating Coding Clubs in over 160 schools in Montenegro

2021-2022

Consultant

Agency for control & quality assurance of higher education 🇲🇪

Providing expertise in the process of evaluation and certification of higher education institutions and study programs in line with European Standards and Guidelines of quality assurance in the European Higher Education Area (EHEA)

2019-2025

📢 Research Dissemination

Sharing research and knowledge beyond the lab — through conferences, public talks, media, and press.

🎓 Conferences

poster

Automated Swallowing Analysis Using a Self-Supervised Learning Approach

AI4Health Summer School ·Paris, France ·2025
talk

Artificial Intelligence in Medicine: From Enthusiasm to Despair

Data Science Conference ·Belgrade, Serbia ·2024
talk

Impact of Artificial Intelligence on Medical Practice: Current State, Challenges, and Perspectives

Conference Days of Electrical Engineers ·Podgorica,Montenegro ·2024
talk

AI in Radiology

Faculty of Medicine, University of Montenegro ·Podgorica, Montenegro ·2023
attendee

T-CAIREM AI in Medicine Conference: Ideas to Impact

T-CAIREM ·Toronto, Canada ·2023
attendee

Collision Conference

Collision ·Toronto, Canada ·2023
attendee

International Conference on Aging, Innovation and Rehabilitation

ICAIR ·Toronto, Canada ·2023
talk

Application of AI in Medicine

Summer School — ICT Application in Tourism Development, Faculty of Management ·Herceg Novi, Montenegro ·2022
talk

Session 1: Meaningful Youth Engagement — European Year of Youth

Mont Generation Connect — ITU European Digital Youth Jam ·Remote ·2022
talk

Application of Technologies of the Fourth Industrial Revolution in Medicine

Summer School Cyber Week — Politehnika & Montenegro Robotics ·Montenegro ·2022
attendee

Artificial Intelligence for Europe: Results and Future Steps

EIT Conference ·Remote ·2022
talk

Artificial Intelligence in Medicine

European Researchers' Night ·Podgorica,Montenegro ·2021
attendee

Wonderland AI Summit

Wonderland AI Summit ·2021
attendee

Driving Improvement in Clinical Use of AI

Medical Alley ·Remote ·2021

🎤 Talks

📰 News Articles

📺 TV Shows & Podcasts

📺

AI in medicine

RTCG — Montenegro's National Broadcaster · 2026

📺

Cetinje Smart City concept

RTCG — Montenegro's National Broadcaster · 2026

📺

AI for Automatic Analysis of Swallowing Disorders

RTCG — Montenegro's National Broadcaster · 2026

📺

New research direction in biomedical engineering research field

RTCG — Montenegro's National Broadcaster · 2025

🎬

Digital triangle

Institut za medije Crne Gore · 2025

📺

Cetinje Smart City - Air Quality Monitoring System

RTCG — Montenegro's National Broadcaster · 2024

📺

WSIS Champion Prize 2024 - Air Quality Monitoring System

RTCG — Montenegro's National Broadcaster · 2024

📺

Central News: AI, yes or no!

RTCG — Montenegro's National Broadcaster · 2023

📺

PhD research at University Toronto

RTCG — Montenegro's National Broadcaster · 2023

📺

Television Feature

Televizija E · 2023

📺

M:tech - AI in radiology

TV Vijesti · 2023

📺

M:tech - LLMs

TV Vijesti · 2023

📺

Pričamo o izvrsnosti

RTCG — Montenegro's National Broadcaster · 2022

📺

AI in medicine

TV Nikšić · 2021

📺

Inventors' Day

Gradska RTV Podgorica · 2021

📋 CV

Full curriculum vitae, including career history, education, certifications, conferences, and media coverage.

📄 Ivan Martinović — Full CV PDF · Updated March 2026

📭 Contact

Old Royal Capital Cetinje, Montenegro 🇲🇪